Presentation | 2022-03-07 [Poster Presentation] A Proposal for Emotion-Expressive Editor:EmoEditor by Font Changing Yuuki Shimamura, Michiharu Niimi, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Text media is one of important ways in communications on computers. For example, email, LINE or Twitter uses it frequently. In addition, captions in motion pictures are necessity for not only watching foreign cinema/TV but also one who is older or has hearing impairment. In general, a text character is recognized as rendered images on display. Therefore, it is difficult for text to express the emotions we have in writing sentences. In this paper, we propose a method to communicate emotions by changing font image. Firstly, we link a specific font and an emotion, then pair of a font data connected to an emotion and a standard font that is stored in computers is input to deep neural network (DNN) based on GAN, and we train it. An emotion is given to the neural network as a class label data. The input of the DNN is rendered font data. In other words, for the DNN, the input data is a standard font data we usually have with rendered, the output data is a generated rendered font image with emotion reflected. Furthermore, a mixed emotion font is able to be generated by adjusting parameters. We apply this neural network to editor system which is enable us to express emotions, which is called EmoEditor (Emotion-Expressive Editor). Through evaluation experiments, we confirmed the feasibility to communicate an emotion via an electronic media. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Font / Emotion / Generative adversarial network / Editor |
Paper # | EMM2021-100 |
Date of Issue | 2022-02-28 (EMM) |
Conference Information | |
Committee | EMM |
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Conference Date | 2022/3/7(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | (Primary: Online, Secondary: On-site) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Image and Sound Quality, Metrics for Perception and Recognition, Human Auditory and Visual System, etc. |
Chair | Ryoichi Nishimura(NICT) |
Vice Chair | Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) / Masatsugu Ichino(Univ. of Electro-Comm.) |
Secretary | Masaaki Fujiyoshi(Utsunomiya Univ.) / Masatsugu Ichino(NICT) |
Assistant | Shoko Imaizumi(Chiba Univ.) / Youichi Takashima(Kaishi Professional Univ.) |
Paper Information | |
Registration To | Technical Committee on Enriched MultiMedia |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Poster Presentation] A Proposal for Emotion-Expressive Editor:EmoEditor by Font Changing |
Sub Title (in English) | |
Keyword(1) | Font |
Keyword(2) | Emotion |
Keyword(3) | Generative adversarial network |
Keyword(4) | Editor |
1st Author's Name | Yuuki Shimamura |
1st Author's Affiliation | Kyushu Institute of Technology(KIT) |
2nd Author's Name | Michiharu Niimi |
2nd Author's Affiliation | Kyushu Institute of Technology(KIT) |
Date | 2022-03-07 |
Paper # | EMM2021-100 |
Volume (vol) | vol.121 |
Number (no) | EMM-417 |
Page | pp.pp.46-51(EMM), |
#Pages | 6 |
Date of Issue | 2022-02-28 (EMM) |